Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	32561
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	24
Duplicate rows (%)	0.1%
Total size in memory	3.7 MiB
Average record size in memory	120.0 B

Variable types

NUM	13
BOOL	2

Warnings

Dataset has 24 (0.1%) duplicate rows	Duplicates
`workclass` has 1836 (5.6%) zeros	Zeros
`education` has 933 (2.9%) zeros	Zeros
`marital-status` has 4443 (13.6%) zeros	Zeros
`occupation` has 1843 (5.7%) zeros	Zeros
`relationship` has 13193 (40.5%) zeros	Zeros
`capital-gain` has 29849 (91.7%) zeros	Zeros
`capital-loss` has 31042 (95.3%) zeros	Zeros
`native-country` has 583 (1.8%) zeros	Zeros

Reproduction

Analysis started	2021-02-01 12:54:29.644432
Analysis finished	2021-02-01 12:56:04.320763
Duration	1 minute and 34.68 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

age
Real number (ℝ_≥0)

Distinct	73
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.58164676
Minimum	17
Maximum	90
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	17
5-th percentile	19
Q1	28
median	37
Q3	48
95-th percentile	63
Maximum	90
Range	73
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.64043255
Coefficient of variation (CV)	0.3535471837
Kurtosis	-0.1661274596
Mean	38.58164676
Median Absolute Deviation (MAD)	10
Skewness	0.5587433694
Sum	1256257
Variance	186.0614002
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	898	2.8%
31	888	2.7%
34	886	2.7%
23	877	2.7%
35	876	2.7%
33	875	2.7%
28	867	2.7%
30	861	2.6%
37	858	2.6%
25	841	2.6%
Other values (63)	23834	73.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	395	1.2%
18	550	1.7%
19	712	2.2%
20	753	2.3%
21	720	2.2%

Value	Count	Frequency (%)
90	43	0.1%
88	3	< 0.1%
87	1	< 0.1%
86	1	< 0.1%
85	3	< 0.1%

workclass
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.868892233
Minimum	0
Maximum	8
Zeros	1836
Zeros (%)	5.6%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4
Q3	4
95-th percentile	6
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.455959761
Coefficient of variation (CV)	0.3763247134
Kurtosis	1.682386955
Mean	3.868892233
Median Absolute Deviation (MAD)	0
Skewness	-0.752024012
Sum	125975
Variance	2.119818825
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	22696	69.7%
6	2541	7.8%
2	2093	6.4%
0	1836	5.6%
7	1298	4.0%
5	1116	3.4%
1	960	2.9%
8	14	< 0.1%
3	7	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1836	5.6%
1	960	2.9%
2	2093	6.4%
3	7	< 0.1%
4	22696	69.7%

Value	Count	Frequency (%)
8	14	< 0.1%
7	1298	4.0%
6	2541	7.8%
5	1116	3.4%
4	22696	69.7%

fnlwgt
Real number (ℝ_≥0)

Distinct	21648
Distinct (%)	66.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	189778.3665
Minimum	12285
Maximum	1484705
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	12285
5-th percentile	39460
Q1	117827
median	178356
Q3	237051
95-th percentile	379682
Maximum	1484705
Range	1472420
Interquartile range (IQR)	119224

Descriptive statistics

Standard deviation	105549.9777
Coefficient of variation (CV)	0.5561749721
Kurtosis	6.218810978
Mean	189778.3665
Median Absolute Deviation (MAD)	59894
Skewness	1.446980095
Sum	6179373392
Variance	1.114079779e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
203488	13	< 0.1%
123011	13	< 0.1%
164190	13	< 0.1%
148995	12	< 0.1%
113364	12	< 0.1%
121124	12	< 0.1%
126675	12	< 0.1%
126569	11	< 0.1%
123983	11	< 0.1%
155659	11	< 0.1%
Other values (21638)	32441	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12285	1	< 0.1%
13769	1	< 0.1%
14878	1	< 0.1%
18827	1	< 0.1%
19214	1	< 0.1%

Value	Count	Frequency (%)
1484705	1	< 0.1%
1455435	1	< 0.1%
1366120	1	< 0.1%
1268339	1	< 0.1%
1226583	1	< 0.1%

education
Real number (ℝ_≥0)

ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.29820951
Minimum	0
Maximum	15
Zeros	933
Zeros (%)	2.9%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	11
Q3	12
95-th percentile	15
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.870263951
Coefficient of variation (CV)	0.3758191116
Kurtosis	0.6806551901
Mean	10.29820951
Median Absolute Deviation (MAD)	2
Skewness	-0.9340424374
Sum	335320
Variance	14.97894305
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
11	10501	32.3%
15	7291	22.4%
9	5355	16.4%
12	1723	5.3%
8	1382	4.2%
1	1175	3.6%
7	1067	3.3%
0	933	2.9%
5	646	2.0%
14	576	1.8%
Other values (6)	1912	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	933	2.9%
1	1175	3.6%
2	433	1.3%
3	168	0.5%
4	333	1.0%

Value	Count	Frequency (%)
15	7291	22.4%
14	576	1.8%
13	51	0.2%
12	1723	5.3%
11	10501	32.3%

education-num
Real number (ℝ_≥0)

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.08067934
Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	9
median	10
Q3	12
95-th percentile	14
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.572720332
Coefficient of variation (CV)	0.2552129916
Kurtosis	0.6234440748
Mean	10.08067934
Median Absolute Deviation (MAD)	1
Skewness	-0.3116758679
Sum	328237
Variance	6.618889907
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
9	10501	32.3%
10	7291	22.4%
13	5355	16.4%
14	1723	5.3%
11	1382	4.2%
7	1175	3.6%
12	1067	3.3%
6	933	2.9%
4	646	2.0%
15	576	1.8%
Other values (6)	1912	5.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	51	0.2%
2	168	0.5%
3	333	1.0%
4	646	2.0%
5	514	1.6%

Value	Count	Frequency (%)
16	413	1.3%
15	576	1.8%
14	1723	5.3%
13	5355	16.4%
12	1067	3.3%

marital-status
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.611836246
Minimum	0
Maximum	6
Zeros	4443
Zeros (%)	13.6%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.506221723
Coefficient of variation (CV)	0.5766907192
Kurtosis	-0.5360804148
Mean	2.611836246
Median Absolute Deviation (MAD)	2
Skewness	-0.01350813803
Sum	85044
Variance	2.268703879
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	14976	46.0%
4	10683	32.8%
0	4443	13.6%
5	1025	3.1%
6	993	3.0%
3	418	1.3%
1	23	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4443	13.6%
1	23	0.1%
2	14976	46.0%
3	418	1.3%
4	10683	32.8%

Value	Count	Frequency (%)
6	993	3.0%
5	1025	3.1%
4	10683	32.8%
3	418	1.3%
2	14976	46.0%

occupation
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.572740395
Minimum	0
Maximum	14
Zeros	1843
Zeros (%)	5.7%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.228856803
Coefficient of variation (CV)	0.6433932499
Kurtosis	-1.234720733
Mean	6.572740395
Median Absolute Deviation (MAD)	4
Skewness	0.1145833164
Sum	214015
Variance	17.88322986
Monotocity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
10	4140	12.7%
3	4099	12.6%
4	4066	12.5%
1	3770	11.6%
12	3650	11.2%
8	3295	10.1%
7	2002	6.1%
0	1843	5.7%
14	1597	4.9%
6	1370	4.2%
Other values (5)	2729	8.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1843	5.7%
1	3770	11.6%
2	9	< 0.1%
3	4099	12.6%
4	4066	12.5%

Value	Count	Frequency (%)
14	1597	4.9%
13	928	2.9%
12	3650	11.2%
11	649	2.0%
10	4140	12.7%

relationship
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.446362212
Minimum	0
Maximum	5
Zeros	13193
Zeros (%)	40.5%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.60677095
Coefficient of variation (CV)	1.110904956
Kurtosis	-0.7683583398
Mean	1.446362212
Median Absolute Deviation (MAD)	1
Skewness	0.7868177781
Sum	47095
Variance	2.581712887
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	13193	40.5%
1	8305	25.5%
3	5068	15.6%
4	3446	10.6%
5	1568	4.8%
2	981	3.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13193	40.5%
1	8305	25.5%
2	981	3.0%
3	5068	15.6%
4	3446	10.6%

Value	Count	Frequency (%)
5	1568	4.8%
4	3446	10.6%
3	5068	15.6%
2	981	3.0%
1	8305	25.5%

race
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.665857928
Minimum	0
Maximum	4
Zeros	311
Zeros (%)	1.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	4
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8488056043
Coefficient of variation (CV)	0.2315435079
Kurtosis	4.876310395
Mean	3.665857928
Median Absolute Deviation (MAD)	0
Skewness	-2.435386267
Sum	119364
Variance	0.7204709539
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	27816	85.4%
2	3124	9.6%
1	1039	3.2%
0	311	1.0%
3	271	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	311	1.0%
1	1039	3.2%
2	3124	9.6%
3	271	0.8%
4	27816	85.4%

Value	Count	Frequency (%)
4	27816	85.4%
3	271	0.8%
2	3124	9.6%
1	1039	3.2%
0	311	1.0%

sex
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	254.4 KiB

1	21790
0	10771

Common Values
Chart

Value	Count	Frequency (%)
1	21790	66.9%
0	10771	33.1%

capital-gain
Real number (ℝ_≥0)

ZEROS

Distinct	119
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1077.648844
Minimum	0
Maximum	99999
Zeros	29849
Zeros (%)	91.7%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5013
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7385.292085
Coefficient of variation (CV)	6.853152702
Kurtosis	154.7994379
Mean	1077.648844
Median Absolute Deviation (MAD)	0
Skewness	11.95384769
Sum	35089324
Variance	54542539.18
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29849	91.7%
15024	347	1.1%
7688	284	0.9%
7298	246	0.8%
99999	159	0.5%
3103	97	0.3%
5178	97	0.3%
4386	70	0.2%
5013	69	0.2%
8614	55	0.2%
Other values (109)	1288	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	29849	91.7%
114	6	< 0.1%
401	2	< 0.1%
594	34	0.1%
914	8	< 0.1%

Value	Count	Frequency (%)
99999	159	0.5%
41310	2	< 0.1%
34095	5	< 0.1%
27828	34	0.1%
25236	11	< 0.1%

capital-loss
Real number (ℝ_≥0)

ZEROS

Distinct	92
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87.30382973
Minimum	0
Maximum	4356
Zeros	31042
Zeros (%)	95.3%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4356
Range	4356
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	402.9602186
Coefficient of variation (CV)	4.615607584
Kurtosis	20.37680171
Mean	87.30382973
Median Absolute Deviation (MAD)	0
Skewness	4.594629122
Sum	2842700
Variance	162376.9378
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31042	95.3%
1902	202	0.6%
1977	168	0.5%
1887	159	0.5%
1485	51	0.2%
1848	51	0.2%
2415	49	0.2%
1602	47	0.1%
1740	42	0.1%
1590	40	0.1%
Other values (82)	710	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31042	95.3%
155	1	< 0.1%
213	4	< 0.1%
323	3	< 0.1%
419	3	< 0.1%

Value	Count	Frequency (%)
4356	3	< 0.1%
3900	2	< 0.1%
3770	2	< 0.1%
3683	2	< 0.1%
3004	2	< 0.1%

hours-per-week
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.43745585
Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	254.4 KiB

Quantile statistics

Minimum	1
5-th percentile	18
Q1	40
median	40
Q3	45
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.34742868
Coefficient of variation (CV)	0.3053463286
Kurtosis	2.916686796
Mean	40.43745585
Median Absolute Deviation (MAD)	3
Skewness	0.2276425368
Sum	1316684
Variance	152.4589951
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	15217	46.7%
50	2819	8.7%
45	1824	5.6%
60	1475	4.5%
35	1297	4.0%
20	1224	3.8%
30	1149	3.5%
55	694	2.1%
25	674	2.1%
48	517	1.6%
Other values (84)	5671	17.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	20	0.1%
2	32	0.1%
3	39	0.1%
4	54	0.2%
5	60	0.2%

Value	Count	Frequency (%)
99	85	0.3%
98	11	< 0.1%
97	2	< 0.1%
96	5	< 0.1%
95	2	< 0.1%

native-country
Real number (ℝ_≥0)

ZEROS

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.71886613
Minimum	0
Maximum	41
Zeros	583
Zeros (%)	1.8%
Memory size	254.4 KiB

Quantile statistics

Minimum	0
5-th percentile	19
Q1	39
median	39
Q3	39
95-th percentile	39
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.823781904
Coefficient of variation (CV)	0.2130725354
Kurtosis	12.53305268
Mean	36.71886613
Median Absolute Deviation (MAD)	0
Skewness	-3.658303295
Sum	1195603
Variance	61.21156328
Monotocity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
39	29170	89.6%
26	643	2.0%
0	583	1.8%
30	198	0.6%
11	137	0.4%
2	121	0.4%
33	114	0.4%
8	106	0.3%
19	100	0.3%
5	95	0.3%
Other values (32)	1294	4.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	583	1.8%
1	19	0.1%
2	121	0.4%
3	75	0.2%
4	59	0.2%

Value	Count	Frequency (%)
41	16	< 0.1%
40	67	0.2%
39	29170	89.6%
38	19	0.1%
37	18	0.1%

income
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	254.4 KiB

0	24720
1	7841

Common Values
Chart

Value	Count	Frequency (%)
0	24720	75.9%
1	7841	24.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	income
0	39	7	77516	9	13	4	1	1	4	1	2174	40	39	0
1	50	6	83311	9	13	2	4	0	4	1	0	13	39	0
2	38	4	215646	11	9	0	6	1	4	1	0	40	39	0
3	53	4	234721	1	7	2	6	0	2	1	0	40	39	0
4	28	4	338409	9	13	2	10	5	2	0	0	40	5	0
5	37	4	284582	12	14	2	4	5	4	0	0	40	39	0
6	49	4	160187	6	5	3	8	1	2	0	0	16	23	0
7	52	6	209642	11	9	2	4	0	4	1	0	45	39	1
8	31	4	45781	12	14	4	10	1	4	0	14084	50	39	1
9	42	4	159449	9	13	2	4	0	4	1	5178	40	39	1

Last rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	income
32551	32	4	34066	0	6	2	6	0	0	1	0	40	39	0
32552	43	4	84661	8	11	2	12	0	4	1	0	45	39	0
32553	32	4	116138	12	14	4	13	1	1	1	0	11	36	0
32554	53	4	321865	12	14	2	4	0	4	1	0	40	39	1
32555	22	4	310152	15	10	4	11	1	4	1	0	40	39	0
32556	27	4	257302	7	12	2	13	5	4	0	0	38	39	0
32557	40	4	154374	11	9	2	7	0	4	1	0	40	39	1
32558	58	4	151910	11	9	6	1	4	4	0	0	40	39	0
32559	22	4	201490	11	9	4	1	3	4	1	0	20	39	0
32560	52	5	287927	11	9	2	4	5	4	0	15024	40	39	1

Most frequent

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	hours-per-week	native-country	count
8	25	4	195994	3	2	4	9	1	4	0	40	13	3
0	19	4	97261	11	9	4	5	1	4	1	40	39	2
1	19	4	138153	15	10	4	1	3	4	0	10	39	2
2	19	4	146679	15	10	4	4	3	2	1	30	39	2
3	19	4	251579	15	10	4	8	3	4	1	14	39	2
4	20	4	107658	15	10	4	13	1	4	0	10	39	2
5	21	4	243368	13	1	4	5	1	4	1	50	26	2
6	21	4	250051	15	10	4	10	3	4	0	10	39	2
7	23	4	240137	4	3	4	6	1	4	1	55	26	2
9	25	4	308144	9	13	4	3	1	4	1	40	26	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent